Add Percentage Search Space to Optuna #882
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debermudez
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May 24, 2024
nv-braf
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Jun 6, 2024
* Added method for calculating total possible configurations * Added min/max percentage of search space to CLI * Connected up in optuna RCG
nv-braf
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Jun 7, 2024
* Adding cli option for optuna search (#867) * Adding cli option for optuna search * Changed RCS description * Class to hold info about parameters (#868) * Initial code for ConfigParameters class * Fixing codeql issue * Fixes based on review * Connect up parameter description class (#869) * Added hooks for creating search parameters with some basic unit testing * Adding more unit testing * Cleaning up codeql * Adding story ref for TODO * Changes based on review comments * Refactored ConfigParameters * Renaming to SearchParameter(s) * Moving unit testing into SearchParameters test class * Fix codeql issues * Creating Optuna RCG factory (#878) * Creating optuna RCG factory * fixing codeql issues * Removing metrics manager * Fixing mypy failure * Optuna Search Class (#877) * Base Optuna class plus unit testing * codeql fixes * more codeql fixes * Removing metrics manager * Removing metrics manager from Optuna RCG unit test * Removing client from quick/optuna RCGs * Changing gpus to gpu_count in quick/optuna RCGs * Removing magic number * Fixing codeql issue * Fixing optuna version * Adding todo comment about client batch size support * Using SearchParameters in OptunaRCG (#881) * Using SearchParameters in OptunaRCG * Fixing search parameter unit tests * Removing debug line * Changes based on PR * Adding call for default parameters * Added todo for dynamic batching * Add Percentage Search Space to Optuna (#882) * Added method for calculating total possible configurations * Added min/max percentage of search space to CLI * Connected up in optuna RCG * Added in support to cap optuna search based on a strict number of trials (#884) * Adding support for concurrency formula as an option in Optuna search (#885) * Fixing merge confilct * Adding --use-concurrency-formula to unit testing * Add Debug info to Optuna (#889) * Adding debug info + bug fixes * Fixes based on PR * Optuna Early Exit (#890) * Add logic to enable early exit along with CLI hooks. * Changes based on PR * Check that model supports dynamic batching when creating param_combo (#891) * Adding option to disable concurrency sweeping (#893) * Adding support for client batch size (#892) * Adding support for client batch size * Fixes based on PR * Removing redundant keys() * Fixing codeQL issue * Attempt to fix unittest issue * Removing 3.8 testing
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Adds the ability for the user to specify min/max % of search space that Optuna will try before terminating.
Note: This is just the first step and this is going to be enhanced in upcoming stories to include an option for min/max num of tries, as well as an algorithm for early termination.